{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.6.9"},"colab":{"name":"GTC-April2021-How-to-use-ResNetV2-FP16.ipynb","provenance":[{"file_id":"1tvMHnZvljiIRpRFoCUVBylkUODIu7H4m","timestamp":1617061786303},{"file_id":"1638vHWbh_phs2S-9aDilLTiQBGcUoAqq","timestamp":1617059657531}],"collapsed_sections":[],"last_runtime":{"build_target":"","kind":"local"}}},"cells":[{"cell_type":"markdown","metadata":{"id":"cbbUVleJ1Iwm"},"source":["# How to use TF-TRT example: ResNetV2 FP16\n","The goal is to demonstrate how to TF-TRT FP16/FP32 APIs.\n"]},{"cell_type":"code","metadata":{"id":"XCfJqEGC1Iwr"},"source":["import os\n","os.environ[\"TF_CPP_VMODULE\"]=\"trt_engine_utils=2,trt_engine_op=2,convert_nodes=2,convert_graph=2,segment=2,trt_shape_optimization_profiles=2,trt_engine_resource_ops=2\""],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"Uw2LEIWY1Iwr","executionInfo":{"status":"ok","timestamp":1617061543231,"user_tz":420,"elapsed":1426,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"ef38a6d0-d2f7-4ae6-9f35-8349d6636ae7"},"source":["!pip install pillow matplotlib"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: pillow in /usr/lib/python3/dist-packages (8.1.0)\n","Requirement already satisfied: matplotlib in /usr/local/google/home/bixia/.local/lib/python3.8/site-packages (3.4.0)\n","Requirement already satisfied: pyparsing>=2.2.1 in /usr/lib/python3/dist-packages (from matplotlib) (2.4.7)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/google/home/bixia/.local/lib/python3.8/site-packages (from matplotlib) (0.10.0)\n","Requirement already satisfied: numpy>=1.16 in /usr/lib/python3/dist-packages (from matplotlib) (1.19.5)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/google/home/bixia/.local/lib/python3.8/site-packages (from matplotlib) (1.3.1)\n","Requirement already satisfied: python-dateutil>=2.7 in /usr/local/google/home/bixia/.local/lib/python3.8/site-packages (from matplotlib) (2.8.1)\n","Requirement already satisfied: six in /usr/lib/python3/dist-packages (from cycler>=0.10->matplotlib) (1.15.0)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"HUhQ9T0J1Iws"},"source":["import tensorflow as tf\n","import numpy as np\n","from timeit import default_timer as timer\n","\n","from tensorflow.python.compiler.tensorrt import trt_convert as trt\n","from tensorflow.python.saved_model import signature_constants\n","from tensorflow.python.saved_model import tag_constants\n","from tensorflow.python.framework import convert_to_constants\n","from tensorflow.keras.applications.resnet_v2 import ResNet50V2"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"aHwIoo_81Iws"},"source":["## Load and save the TF model"]},{"cell_type":"code","metadata":{"id":"EzMqPVFe1Iwt","executionInfo":{"status":"ok","timestamp":1617061577675,"user_tz":420,"elapsed":29627,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"90222f5d-b972-47b5-fe05-2d706ec2b424"},"source":["model = ResNet50V2(weights='imagenet') \n","tf.saved_model.save(model, '/tmp/data/resnet_v2_50_saved_model')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/google/_blaze_bixia/ecaf085a047e052ca9816de7c4376984/execroot/google3/blaze-out/k8-cuda11-fastbuild/bin/learning/deepmind/public/tools/ml_python/ml_notebook.runfiles/google3/third_party/tensorflow/python/keras/utils/generic_utils.py:497: CustomMaskWarning: Custom mask layers require a config and must override get_config. When loading, the custom mask layer must be passed to the custom_objects argument.\n","  category=CustomMaskWarning)\n"],"name":"stderr"}]},{"cell_type":"markdown","metadata":{"id":"fXxGQL661Iwt"},"source":["## Helper functions"]},{"cell_type":"code","metadata":{"id":"tkyHaj4X1Iwt"},"source":["def get_func_from_saved_model(saved_model_dir):\n","    saved_model_loaded = tf.saved_model.load(\n","        saved_model_dir, tags=[tag_constants.SERVING])\n","    graph_func = saved_model_loaded.signatures[\n","        signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY]\n","    return graph_func, saved_model_loaded"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"3HekqXA71Iwu"},"source":["def predict_and_benchmark_throughput(batched_input, model, N_warmup_run=50, N_run=500,\n","                                     result_key='predictions', batch_size=None):\n","    elapsed_time = []\n","    all_preds = []\n","    \n","    if batch_size is None or batch_size > batched_input.shape[0]:\n","        batch_size = batched_input.shape[0]\n","    print('Benchmarking with batch size', batch_size)\n","    \n","    elapsed_time = np.zeros(N_run)\n","    for i in range(N_warmup_run):                                             \n","        preds = model(batched_input)\n","    \n","    # Force device synchronization with .numpy()\n","    tmp = preds[result_key][0,0].numpy() \n","    \n","    for i in range(N_run):\n","        start_time = timer()\n","        preds = model(batched_input)\n","        # Synchronize\n","        tmp += preds[result_key][0,0].numpy() \n","        end_time = timer()\n","        elapsed_time[i] = end_time - start_time\n","        all_preds.append(preds)\n","\n","        if i>=50 and i % 50 == 0:\n","            print('Steps {}-{} average: {:4.1f}ms'.format(i-50, i, (elapsed_time[i-50:i].mean()) * 1000))\n","\n","    print('Throughput: {:.0f} images/s'.format(N_run * batch_size / elapsed_time.sum()))\n","    return all_preds"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"nbkEDPcy1Iwu"},"source":["def get_dummy_images(batch_size = 32, img_shape = [224, 224, 3]):\n","    img=tf.random.uniform(shape=[batch_size] + img_shape, dtype=tf.float32)\n","    print(\"Generated input random images with shape (N, H, W, C) =\", img.shape)\n","    return img"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ZCp0Dc4A1Iwu"},"source":["## Input data\n","Get some images from the web that will be used for testing the model"]},{"cell_type":"code","metadata":{"id":"M7-4lqGi1Iwu","executionInfo":{"status":"ok","timestamp":1617061612002,"user_tz":420,"elapsed":3261,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"d2bbd6e4-7b5b-42d3-e0e3-27a2a32bd94c"},"source":["!mkdir /tmp/data\n","!wget  -O /tmp/data/img0.JPG \"https://d17fnq9dkz9hgj.cloudfront.net/breed-uploads/2018/08/siberian-husky-detail.jpg?bust=1535566590&width=630\"\n","!wget  -O /tmp/data/img1.JPG \"https://www.hakaimagazine.com/wp-content/uploads/header-gulf-birds.jpg\"\n","!wget  -O /tmp/data/img2.JPG \"https://www.artis.nl/media/filer_public_thumbnails/filer_public/00/f1/00f1b6db-fbed-4fef-9ab0-84e944ff11f8/chimpansee_amber_r_1920x1080.jpg__1920x1080_q85_subject_location-923%2C365_subsampling-2.jpg\"\n","!wget  -O /tmp/data/img3.JPG \"https://www.familyhandyman.com/wp-content/uploads/2018/09/How-to-Avoid-Snakes-Slithering-Up-Your-Toilet-shutterstock_780480850.jpg\""],"execution_count":null,"outputs":[{"output_type":"stream","text":["mkdir: cannot create directory ‘/tmp/data’: File exists\n","--2021-03-29 16:46:49--  https://d17fnq9dkz9hgj.cloudfront.net/breed-uploads/2018/08/siberian-husky-detail.jpg?bust=1535566590&width=630\n","Resolving d17fnq9dkz9hgj.cloudfront.net (d17fnq9dkz9hgj.cloudfront.net)... 52.85.90.209, 52.85.90.77, 52.85.90.5, ...\n","Connecting to d17fnq9dkz9hgj.cloudfront.net (d17fnq9dkz9hgj.cloudfront.net)|52.85.90.209|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 24112 (24K) [image/jpeg]\n","Saving to: ‘/tmp/data/img0.JPG’\n","\n","     0K .......... .......... ...                             100% 1.92M=0.01s\n","\n","2021-03-29 16:46:49 (1.92 MB/s) - ‘/tmp/data/img0.JPG’ saved [24112/24112]\n","\n","--2021-03-29 16:46:49--  https://www.hakaimagazine.com/wp-content/uploads/header-gulf-birds.jpg\n","Resolving www.hakaimagazine.com (www.hakaimagazine.com)... 2620:12a:8001::4, 2620:12a:8000::4, 23.185.0.4\n","Connecting to www.hakaimagazine.com (www.hakaimagazine.com)|2620:12a:8001::4|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 452718 (442K) [image/jpeg]\n","Saving to: ‘/tmp/data/img1.JPG’\n","\n","     0K .......... .......... .......... .......... .......... 11% 19.0M 0s\n","    50K .......... .......... .......... .......... .......... 22% 16.0M 0s\n","   100K .......... .......... .......... .......... .......... 33% 23.6M 0s\n","   150K .......... .......... .......... .......... .......... 45% 37.2M 0s\n","   200K .......... .......... .......... .......... .......... 56% 21.3M 0s\n","   250K .......... .......... .......... .......... .......... 67% 49.4M 0s\n","   300K .......... .......... .......... .......... .......... 79% 23.4M 0s\n","   350K .......... .......... .......... .......... .......... 90% 22.3M 0s\n","   400K .......... .......... .......... .......... ..        100% 51.6M=0.02s\n","\n","2021-03-29 16:46:49 (24.9 MB/s) - ‘/tmp/data/img1.JPG’ saved [452718/452718]\n","\n","--2021-03-29 16:46:50--  https://www.artis.nl/media/filer_public_thumbnails/filer_public/00/f1/00f1b6db-fbed-4fef-9ab0-84e944ff11f8/chimpansee_amber_r_1920x1080.jpg__1920x1080_q85_subject_location-923%2C365_subsampling-2.jpg\n","Resolving www.artis.nl (www.artis.nl)... 94.75.225.20\n","Connecting to www.artis.nl (www.artis.nl)|94.75.225.20|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 361413 (353K) [image/jpeg]\n","Saving to: ‘/tmp/data/img2.JPG’\n","\n","     0K .......... .......... .......... .......... .......... 14%  350K 1s\n","    50K .......... .......... .......... .......... .......... 28%  352K 1s\n","   100K .......... .......... .......... .......... .......... 42% 44.3M 0s\n","   150K .......... .......... .......... .......... .......... 56%  354K 0s\n","   200K .......... .......... .......... .......... .......... 70% 56.1M 0s\n","   250K .......... .......... .......... .......... .......... 84% 44.8M 0s\n","   300K .......... .......... .......... .......... .......... 99% 52.9M 0s\n","   350K ..                                                    100% 35.1M=0.4s\n","\n","2021-03-29 16:46:51 (821 KB/s) - ‘/tmp/data/img2.JPG’ saved [361413/361413]\n","\n","--2021-03-29 16:46:51--  https://www.familyhandyman.com/wp-content/uploads/2018/09/How-to-Avoid-Snakes-Slithering-Up-Your-Toilet-shutterstock_780480850.jpg\n","Resolving www.familyhandyman.com (www.familyhandyman.com)... 2606:4700::6812:c96b, 2606:4700::6812:ca6b, 104.18.202.107, ...\n","Connecting to www.familyhandyman.com (www.familyhandyman.com)|2606:4700::6812:c96b|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 93996 (92K) [image/jpeg]\n","Saving to: ‘/tmp/data/img3.JPG’\n","\n","     0K .......... .......... .......... .......... .......... 54% 5.02M 0s\n","    50K .......... .......... .......... .......... .         100% 10.9M=0.01s\n","\n","2021-03-29 16:46:52 (6.65 MB/s) - ‘/tmp/data/img3.JPG’ saved [93996/93996]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"3F9L4NsS1Iwv"},"source":["Plot the images"]},{"cell_type":"code","metadata":{"id":"hmOw-Ps41Iwv","colab":{"height":248},"executionInfo":{"status":"ok","timestamp":1617061614291,"user_tz":420,"elapsed":757,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"8a12e032-13bf-4c55-d223-33981915eec8"},"source":["import matplotlib.pyplot as plt\n","from tensorflow.keras.preprocessing import image\n","from tensorflow.keras.applications.resnet_v2 import preprocess_input, decode_predictions\n","\n","fig, axes = plt.subplots(nrows=2, ncols=2)\n","\n","for i in range(4):\n","  img_path = '/tmp/data/img%d.JPG'%i\n","  img = image.load_img(img_path, target_size=(224, 224))\n","  plt.subplot(2,2,i+1)\n","  plt.imshow(img);\n","  plt.axis('off');"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 600x400 with 4 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAScAAADnCAYAAABcxZBBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90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zt8St19/kxuuv8NbbrxFHsDS/SDGb0eqnzPKS4XCEMZqFpUW63Q77e0dkWcxseMLk5Agigc5z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\nYII=\n"},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"ejtX9sT41Iwv"},"source":["We will also use a batch of random pixels"]},{"cell_type":"code","metadata":{"id":"ByrbHs4z1Iwv","executionInfo":{"status":"ok","timestamp":1617061617186,"user_tz":420,"elapsed":61,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"86d16d8e-108e-4524-e834-d99d37630347"},"source":["input = get_dummy_images(32)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Generated input random images with shape (N, H, W, C) = (32, 224, 224, 3)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"67GJhtXa1Iww"},"source":["## Run inference with TF"]},{"cell_type":"code","metadata":{"id":"2TFw29b91Iww","executionInfo":{"status":"ok","timestamp":1617061651227,"user_tz":420,"elapsed":30375,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"0614b29d-6d3d-4708-fdfd-314eb1c6ac76"},"source":["func, _ = get_func_from_saved_model('/tmp/data/resnet_v2_50_saved_model')\n","\n","output = func(input)\n","\n","print('output shape',output['predictions'].shape)\n","\n","res = predict_and_benchmark_throughput(input, func)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["output shape (32, 1000)\n","Benchmarking with batch size 32\n","Steps 0-50 average: 35.9ms\n","Steps 50-100 average: 35.7ms\n","Steps 100-150 average: 35.5ms\n","Steps 150-200 average: 35.6ms\n","Steps 200-250 average: 35.5ms\n","Steps 250-300 average: 35.6ms\n","Steps 300-350 average: 35.6ms\n","Steps 350-400 average: 35.7ms\n","Steps 400-450 average: 35.4ms\n","Throughput: 898 images/s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"pnHCRjTR1Iww"},"source":["Test the model on real data"]},{"cell_type":"code","metadata":{"id":"JzqUeNoV1Iww"},"source":["def infer_real_images(func, img_shape=(224,224)):\n","    for i in range(4):\n","        img_path = '/tmp/data/img%d.JPG'%i\n","        img = image.load_img(img_path, target_size=img_shape)\n","        x = image.img_to_array(img)\n","        x = np.expand_dims(x, axis=0)\n","        x = preprocess_input(x)\n","    \n","        preds = func(tf.convert_to_tensor(x))['predictions'].numpy()\n","        # decode the results into a list of tuples (class, description, probability)\n","        # (one such list for each sample in the batch)\n","        print('{} - Predicted: {}'.format(img_path, decode_predictions(preds, top=3)[0]))\n","\n","        plt.subplot(2,2,i+1)\n","        plt.imshow(img);\n","        plt.axis('off');\n","        plt.title(decode_predictions(preds, top=3)[0][0][1])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"hfacBT9X1Iww","colab":{"height":332},"executionInfo":{"status":"ok","timestamp":1617061663494,"user_tz":420,"elapsed":1699,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"767aad92-4333-4608-b3e8-0e9931d95dd8"},"source":["infer_real_images(func)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/tmp/data/img0.JPG - Predicted: [('n02110063', 'malamute', 0.7264924), ('n02110185', 'Siberian_husky', 0.23268329), ('n02109961', 'Eskimo_dog', 0.04082151)]\n","/tmp/data/img1.JPG - Predicted: [('n01820546', 'lorikeet', 0.9193418), ('n01828970', 'bee_eater', 0.038710535), ('n01818515', 'macaw', 0.029649049)]\n","/tmp/data/img2.JPG - Predicted: [('n02481823', 'chimpanzee', 0.9984586), ('n02480495', 'orangutan', 0.0006370447), ('n02480855', 'gorilla', 0.00031307686)]\n","/tmp/data/img3.JPG - Predicted: [('n01729977', 'green_snake', 0.7426864), ('n01749939', 'green_mamba', 0.19934022), ('n01739381', 'vine_snake', 0.026502712)]\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/plain":["<Figure size 600x400 with 4 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAScAAAD3CAYAAABfE5LaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\nbGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsT\nAAALEwEAmpwYAAEAAElEQVR4nOz9eZBtSX7fh31+mWe5e+1Vr96+9DrT0zODWQAMAC4QuIGLrKAl\nyxIVYihMixEOSlY4FHLYCouSKYXtUAQpS2FSQZq0GaQpmqZAU6QBEgQIEJwFM5i9l+n1db+1Xu1V\ndz9Lpv/IzHNOva1f97wWhmT9Zqpf1b3nnnvOycxffn/f3ybWWk7lVE7lVH7URP12X8CpnMqpnMrD\n5FQ5ncqpnMqPpJwqp1M5lVP5kZRT5XQqp3IqP5JyqpxO5VRO5UdSTpXTqZzKqfxIyj+TyklE/h8i\n8md+u6/jVE7lSUVE3hORn/sIn/sZEXnjhz3PP4vyz6Ry+u0SEfnjIvJPf7uv41T+xRFr7W9Ya5//\nOL9DRP60iPy1j/M7PoqcKqdTOZUfURGR6Lf7Gn475X9U5eQh6X8oIt8TkbGI/N9FZENEflFEhiLy\nj0RkyR/7t0RkS0SOROSfiMgnH3HOJRH5eyKyIyIH/vfzjfd/TUT+jIh8RURGIvI/iMiKiPx1ETkW\nkW+IyGV/7GURsc1J4T//vxCRF4G/APykP8+hfz8Vkf9SRG6IyD0R+Qsi0v74nuKp/LMsfr78ORG5\n43/+nIik/r3fJSK3ROQ/EpEt4K+E1x5xrhdE5LqI/Ov+7z8kIt8RkUM/319uHHtWRP62XyfXReTf\n86//fuB/B/zP/Lz+7sf+EJ5QfjuQ0x8Ffg/wHPCHgV/EPZxVfz3/nj/uF4FngXXgW8Bff8T5FPBX\ngEvARWAK/Df3HfOvA/8WcA64BnzVf2YZeB34Tz7ooq21rwN/EviqtbZnrV30b/2f/b18BnjGf8f/\n4YPOdyr/wsr/HvgJ3Hz5NPBF4D9uvH8GNy8vAf/LR51ERH4M+IfAn7LW/nf+778M/LvACvDfAn/X\nK0MF/A/Ad3Hz818C/tci8vustb8E/BfA3/Tz+tNP82Z/GPntUE7/tbX2nrX2NvAbwG9aa79trZ0D\nvwB8FsBa+5ettUP/+p8GPi0iC/efzFq7Z63929baibV2CPznwO+877C/Yq19x1p7hFN671hr/5G1\ntgD+VvjODysiIsCfAP4Da+2+//7/AqcMT+VUHib/JvCfWWu3rbU7wH+K2ziDGOA/sdbOrbXTR5zj\nZ4C/C/zb1tq/51/7E8B/a639TWttaa39fwJznCL8ArBmrf3PrLWZtfZd4C/yIz5Pfzts2nuN36cP\n+bsnIhqnZP5VYA03YODQ1VHzZCLSAf4s8PuBJf9yX0S0tbZ80u/8iPeyBnSAbzo95S4J0B/xfKfy\nz7+cBd5v/P2+fy3IjrV29gHn+JPAr1tr/3HjtUvAvy0if6rxWuLPXQJnAxXhRePAwY+s/KgS4v8G\n8C8DPwcsAJf96/KQY/83wPPAj1trB8DveMyxHyRj/2+n8dqZxu/3l3DYxSm3T1prF/3PgrX2oyq7\nU/nnX+7gFEmQi/61IE9SJuRPAhdF5M82XrsJ/OeNebhore1Ya/+Gf+/6fe/1rbU//yG+8390+VFV\nTn0cJN3DKYr/4gOOnQKHIrLME/BHjxIPs28Df0xEtIj8OziOKsg94LyIJP54g4PHf1ZE1gFE5JyI\n/L6Peg2n8s+9/A3gPxaRNRFZxfGTH9aNP8RZCr9DRP5P/rW/CPxJEflxcdIVkT8oIn3g68CxJ9rb\nfm6/JCJf8J+9B1z23NSPjPxIXUxD/ioO7t4GXgO+9phj/xzQxqGYrwG/9EN+958A/kOcYvwk8JXG\ne78KvApsiciuf+0/At4GviYix8A/wiG5UzmVh8mfAX4L+B7wfZyz50MHFFtrD3GOpT8gIv9Ha+1v\n4ebufwMc4ObkH/fHljjn02eA67i18pdwVgk43hVgT0S+9RHu6WMROS02dyqncio/ivKjipxO5VRO\n5V9wOVVOp3Iqp/IjKafK6VRO5VR+JOVUOZ3KqZzKj6Q8Ngjzr/7q122e5wCICCKCUgprLWVZVseF\n90QEay3GGJRS1Wso/7nSkhclabtLHMeIsrTSLp1OlzhOSJIUrTVag44EEYuIO78SwZoSCNcBsQIt\nFq2kuo5KrEUsPtqpft2KC+qwFkqsj/CQk8d4J4E7n3FvWbDW3x9gSncOY6y7VwVlacnnc7J5hrWW\nJE0RY5lPp0yyOblxz+yRAVi2fq96dl5+9oVzHyVu61QeIb/w1/6MtWFcBRABa7AISsBYNxgWEGux\nWLTSiAimLEEErYTSWD9WFotCicWdGJQISgnWKrBuTVgsgrg5iKAQLBZlBQS0CGIsBRaFRYzFiqBE\nYX0ssrUWa0sMgtgSJYqy8OsUMNYgWmFLt14KwIrF4u7LIGDd94ZJZ63yD8NirKGe9GBw69Ddi7tq\ni5vLtjoy3JkgojDGuDsU/8wsCBaRyC0clD+95Y/98f/0oXP7scopiqL7FirV7/f/Hf611p5UTLib\nM8YgorzyUURxTBQJrVaLJEmIogilcEpHC1q5+YJXTAhuMPzkEdVUig+5eJFKEVUhZuIXv620VvWA\nsdaf54N1QDjM+rh1ay1iBYyF0lLmOUVeINYNblbkfrCeTO5/vkqdAtynLSJORZTWVvMWrFMCxiDK\nj6ufe8rPC2MAEf8+uNAgt5hF/NTCKSYRwPpPusns/qeccgivaMBi/OJvLnjxc9YpM7foS6yAWPeq\nIFhjvPKyWGvcNRtAlJ/65uRGHZSPeCVlrX+tXutiBROuS8IaF/8U3HMxxu+mIpWiERSlMWhRGCyI\n9WvW3ZtU3xLU2aPlscrp/kVy/+sPW3Dh+KCgwjFuMrgHqpQijiLiJCJJE+I4Joo0okA3FFNQViIn\n9AsKEDEEq9RWD605sM2Letxd1ge7yWZPTLLm+42b9IrMP2ZrMaXF5AVlUWAKB6uy6QyDJbfG71KP\nF/ET8X7FdKqcnr6Y6ll7lERQAqYxgcSjpsb8FTcDK4QiFf5ArK2Qg/jFqJTTE0qUX8dOq9Xbo/tN\neUUBFlFOOeDPR9A1/hqNKf0xeGsizC2LKI01/h6McVhLFFYMZQNoBKUF2k92h/gkaDEFGOsVaXhq\nghXjAVY9n4014QHgcFm4v6DSPSpDVetKBNQHsEofqJyeVNwNewTVWFAi1iEI47So0pFDUEqRqIhY\nFLFWaOV2I+0tLKm+3w2YIixeL1YR1ux9QOjJr9nbd5X+biic+t5Pnrga2IauCWZukecUWVbtuMZa\nCmOqyd88lda6nmzWYIxt3HP9XR9mDE7lycX6TbO5sbmxtW78lELwZp5fXA7J2GrJOdRkvWUkiHIo\nqt6g8UjGGW/Vrhfmt22iIvw3ue9vXJRb22W4Xo/0jEUJWKUxZRH0C6KMn8YKo0AZSymCscFsdfds\nqglc4NLs3DozNmzO9Tx3losCW1YmnLtfv6zxb1uH3lRQkBhEokrXBxXl5rUCSq+QHy4fmPjb5JcC\n51TD4AcXk/E2uFIR1UK3DkE5k0+jdeQQgSi0VijlbPMawkiFPkVX43kCVXgqq7pGCKhV6t8fJR6K\nhePrTwT7O1yKvU85PAinnP1vKUtDXhbkxvgJDoUpKYPtd98i0Ep76C/u+dqS++UUMX184qabBLDi\nRr+eaH7VSYVcLLbxmQY+r1C0+A1U0Zx9blEKVjzSAbRojLVYoTLHlA3Lvp5XTtm4axGvNALPZXF8\np1MYHvMFpaJUhcIcoClxmVbeBA1IiQZfZr2paqg4s7BZOp6ppFa8jbUaPosDIsZzVg49OoVmVeSU\nroCyCuOVnPv8R1ROZVlSFMUJ8625mwd+SWtHegW4p5RCx7EzdwqLLTx5Zh2pFkXaKSStaabzBDI9\nQE03ztYpLpEHFI6xtp5UwT63lW57tDSg1gPGlr3/T3vidWtrYpH7lKWIYCOhmFtMaTB+QKpn1zyx\nUD03x8edVPg18jxFTh+HCOK5m/p3R5HUdkfNQdrKVIPG9BHlLAMCwe1UlFWgLKAELU5RVPMFqZC1\n45qcVaBEnNnlTStBORLb2mp3NtYhMdvkehBvKlkKSdjOzvL28RLTccZae8Tzy7skeugQeoXyrPsJ\nm5/x90ggvLwiE7CUXkMKoN38D1rWPQ3/PBWlNRVg0I7OB6W8YnR8GKJQSodH/JAFWMtjlZMxximL\nYHYGM6hhb5ZlWXnwHF8jxHGLtNWhKEpKYzw/ZEE5L4LgbGqHmjxvZD05Cc5uDZMjEOIBkIYBAQdV\nG8BbGnf6QZaes44fJg9+KtyuMeAcNWGvaqAnnFLUOsJEhtIa/7n7ztfYnKPYDVJp1APez1P5eKVB\nozjF4bWLUd7cD4aIBdGCqmjrmocJzEqwCKqxtgZR2rEvwVMnbrkGpGA9RBe/dhCHvJzywa8lBVK6\ngiceeVtRoG0DMAgoy6To85XDT/Du0RqmNGyPMuJjzTfvbvPzz1xnpbNfoXMDlWJ22tn4Na38LQRP\nj1QmaOCUgiMA71AIYDMYjOEzxhgHPirjWCogUq0d+0NwTnmen7TDxbk0gRNEdxBnugmiNEppokgo\ni4i8KAiKJaAlUU6zltYgVlGhTm+uiSfDtQqQ8aRZV3oayxjrlFd4rie08Um1/MCif0BzN0xCf6iD\nqe640ocPhGcR0E5ZlpVy0UphtKYsS+/KffArAeIoJokTjDUURfFYruk0//HpSwgJEetc9Y78rTe5\n0jpEY5V4k8SFptTcqqk3QO8VC2adEm/kBV3kFU+10HF/KM9fVq9ZbyEElGWNty6dR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3e4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Fic0eiQkUjhsEKExlUBtp1phLcrBLT2QOc0Hk/o5h2iOEIogTY6/OQ2VC4cUaaIYkEcKYy1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\nJQAAAABJRU5ErkJggg==\n"},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"YaRx2AFB1Iwx"},"source":["## Convert the model with TF-TRT"]},{"cell_type":"code","metadata":{"id":"h-6rCNTk1Iwx"},"source":["def trt_convert(input_path, output_path, input_shapes):\n","    conv_params=trt.TrtConversionParams(\n","        precision_mode='FP16', minimum_segment_size=3,\n","        max_workspace_size_bytes=1<<30, maximum_cached_engines=1)\n","    converter = trt.TrtGraphConverterV2(\n","        input_saved_model_dir=input_path, conversion_params=conv_params, use_dynamic_shape=True, dynamic_shape_profile_strategy=\"Range\")                 \n","\n","    converter.convert()\n","    def input_fn():\n","        for shapes in input_shapes:\n","            # return a list of input tensors\n","            yield [np.ones(shape=x).astype(np.float32) for x in shapes]\n","\n","    converter.build(input_fn)\n","    converter.save(output_path)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pcpCp2Gx1Iwx"},"source":["Convert to TF-TRT with FP16"]},{"cell_type":"code","metadata":{"id":"S8TlwmGN1Iwx"},"source":["trt_convert(input_path=\"/tmp/data/resnet_v2_50_saved_model\", output_path=\"/tmp/data/resnet_v2_50_trt\",\n","            input_shapes=[[input.shape]])"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pY_OzTZH1Iwy"},"source":["### Load converted model and check difference"]},{"cell_type":"code","metadata":{"id":"do8qcEr01Iwy"},"source":["trt_func, _ = get_func_from_saved_model('/tmp/data/resnet_v2_50_trt')\n","\n","trt_output = trt_func(input)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"sXgSmEcR1Iwy","executionInfo":{"status":"ok","timestamp":1617061749477,"user_tz":420,"elapsed":1050,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"42a16793-e9f8-45be-d892-8605730b1900"},"source":["diff = output['predictions'] - trt_output['predictions']\n","np.max(np.abs(diff.numpy()))\n","# Note: it might not make sense to check difference for output generated from random noise."],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1.5646219e-06"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"markdown","metadata":{"id":"zmpdYHpH1Iwy"},"source":["Test the the converted model on real images"]},{"cell_type":"code","metadata":{"id":"A3a4a2XK1Iwy","colab":{"height":332},"executionInfo":{"status":"ok","timestamp":1617061759396,"user_tz":420,"elapsed":5556,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"db2ef0b5-dc2a-4e87-a827-577ecab58c03"},"source":["infer_real_images(trt_func)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/tmp/data/img0.JPG - Predicted: [('n02110063', 'malamute', 0.72649235), ('n02110185', 'Siberian_husky', 0.23268327), ('n02109961', 'Eskimo_dog', 0.04082159)]\n","/tmp/data/img1.JPG - Predicted: [('n01820546', 'lorikeet', 0.9193418), ('n01828970', 'bee_eater', 0.03871046), ('n01818515', 'macaw', 0.029649077)]\n","/tmp/data/img2.JPG - Predicted: [('n02481823', 'chimpanzee', 0.9984586), ('n02480495', 'orangutan', 0.0006370471), ('n02480855', 'gorilla', 0.00031307776)]\n","/tmp/data/img3.JPG - Predicted: [('n01729977', 'green_snake', 0.74268556), ('n01749939', 'green_mamba', 0.19934075), ('n01739381', 'vine_snake', 0.02650273)]\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/plain":["<Figure size 600x400 with 4 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAScAAAD3CAYAAABfE5LaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90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3e4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Fic0eiQkUjhsEKExlUBtp1phLcrBLT2QOc0Hk/o5h2iOEIogTY6/OQ2VC4cUaaIYkEcKYy1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nEFJTVBVV3TAYjdjbPeDWzVsIAWVZUDcFeZGD8yRJjyjNECqiaA2nsxXxcMqW1xyePOX06TP29naZ\nTqf8+tMXmLbGWocg4vvf+z7vfvdd+sMBOnp1CxL+PxtdX9frel2v6///9XpJ/bpe1+v6R1mvm9Pr\nel2v6x9lvW5Or+t1va5/lPW6Ob2u1/W6/lHW6+b0ul7X6/pHWa+b0+t6Xa/rH2X9fwFkanqWHsOU\nJQAAAABJRU5ErkJggg==\n"},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"y5Mj6Ars1Iwy"},"source":["## Benchmark converted model"]},{"cell_type":"code","metadata":{"id":"RiT1kIyy1Iwz","executionInfo":{"status":"ok","timestamp":1617061786228,"user_tz":420,"elapsed":20138,"user":{"displayName":"Bixia Zheng","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhOf6zItnDIX399QhkNf1pgfILk6_iIjHPsD8SGWw=s64","userId":"06864023415499548116"}},"outputId":"61e7469b-943c-40f0-af50-ac06106b840c"},"source":["res = predict_and_benchmark_throughput(input, trt_func)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Benchmarking with batch size 32\n","Steps 0-50 average: 36.5ms\n","Steps 50-100 average: 36.5ms\n","Steps 100-150 average: 36.5ms\n","Steps 150-200 average: 36.5ms\n","Steps 200-250 average: 36.5ms\n","Steps 250-300 average: 36.6ms\n","Steps 300-350 average: 36.6ms\n","Steps 350-400 average: 36.6ms\n","Steps 400-450 average: 36.6ms\n","Throughput: 876 images/s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"K1dpgMd_1Iwz"},"source":["Check with different batch sizes"]},{"cell_type":"code","metadata":{"id":"N_Dv5eGE1Iwz","outputId":"cb88a07c-9bd0-4505-deb4-9956239638c8"},"source":["input1 = get_dummy_images(1)\n","res = predict_and_benchmark_throughput(input1, trt_func)\n","\n","input8 = get_dummy_images(8)\n","res = predict_and_benchmark_throughput(input8, trt_func)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Generated input random images with shape (N, H, W, C) = (1, 224, 224, 3)\n","Benchmarking with batch size 1\n","Steps 0-50 average:  2.2ms\n","Steps 50-100 average:  2.2ms\n","Steps 100-150 average:  2.2ms\n","Steps 150-200 average:  2.2ms\n","Steps 200-250 average:  2.2ms\n","Steps 250-300 average:  2.2ms\n","Steps 300-350 average:  2.2ms\n","Steps 350-400 average:  2.2ms\n","Steps 400-450 average:  2.2ms\n","Throughput: 453 images/s\n","Generated input random images with shape (N, H, W, C) = (8, 224, 224, 3)\n","Benchmarking with batch size 8\n","Steps 0-50 average:  3.1ms\n","Steps 50-100 average:  3.1ms\n","Steps 100-150 average:  3.1ms\n","Steps 150-200 average:  3.1ms\n","Steps 200-250 average:  3.1ms\n","Steps 250-300 average:  3.1ms\n","Steps 300-350 average:  3.1ms\n","Steps 350-400 average:  3.1ms\n","Steps 400-450 average:  3.1ms\n","Throughput: 2603 images/s\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"l4RWralW1Iw2"},"source":[""],"execution_count":null,"outputs":[]}]}